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开发系统最极致高效的Agents.md，没有之一： # AGENTS.md ## Core Principles - Choose the simplest implementation that fully satisfies the current requirements. Avoid unnecessary abstraction, configuration, indirection, or speculative extensibility. - Make the smallest necessary change that fixes the root cause. Do not refactor unrelated modules or change strategy semantics unless explicitly requested. - Grow the system in layers. Start from the smallest working end-to-end version and add new capabilities incrementally. Never replace a working system with unfinished complexity. - Reuse existing project components before creating new ones. Prefer extending proven modules over introducing parallel implementations. - Prefer well-maintained libraries when they reduce overall complexity or improve reliability. Do not reimplement common functionality without a clear benefit. - Keep components modular with clearly defined responsibilities. Avoid unnecessary coupling between strategy logic, execution, accounting, replay, and infrastructure. - Design for long-term maintainability once a feature or strategy has been validated. Do not over-engineer speculative ideas before evidence exists. --- ## Strategy Development - Validate hypotheses with historical replay before introducing forward-only logic whenever historical validation is possible. - Every trading strategy must progress through Replay → Shadow → Canary → Live. Do not skip validation stages. - Base design decisions on measurable evidence rather than intuition. Optimize only after demonstrating that an edge exists. - Treat every strategy as an independent contract. Do not silently alter frozen behavior without explicit authorization. --- ## Existing Systems - Do not break running Shadow or Live systems for unrelated work. - Preserve compatibility only when required by active production or validation workflows. Otherwise, remove obsolete code instead of accumulating compatibility layers. - Reuse existing infrastructure whenever possible, including replay engines, accounting, execution, wallet management, order book handling, logging, monitoring, and daemon frameworks. --- ## Engineering Standards - Prefer deterministic behavior over hidden automation. - Fail loudly when assumptions are violated. Do not silently ignore errors or fall back to unexpected behavior. - Keep configuration minimal. Introduce new configuration only when behavior genuinely needs to vary. - Remove dead code instead of leaving unused paths behind. - Write code that is easy to inspect, replay, test, and reason about. - Keep implementation consistent with existing project architecture unless an architectural change is explicitly requested. --- ## Scope Discipline - Implement only the requested scope. - Do not introduce unrelated optimizations, redesigns, migrations, or feature expansions. - Non-blocking findings outside the requested scope may be noted separately but must not be merged into the current task. - Consider a task complete once its agreed acceptance criteria are satisfied. Treat subsequent improvements as separate work items.

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Muslim armies invaded Spain in 711 AD and occupied it for nearly 800 years. The Reconquista was not a myth or “colonial project.” It was a centuries-long Christian struggle to reclaim their own homeland from Islamic rule. It ended in 1492 when Ferdinand and Isabella took Granada, the last Muslim stronghold. West, take note: civilizations that forget how they were conquered once can be conquered again.

Bunnysuit Rebecca was fun however I did feel miles more comfortable once covered :’’D Anyhoo Otakon was lots of fun!! Didnt record too much at the con itself BUT will probs yap all about it on stream :DDD #ResidentEvil# #ResidentEvilCosplay# #RebeccaChambers# #Otakon2026#

The Nijiang River Gorge in Yunnan province, south China, with a vertical drop of more than 500 meters, was once a natural barrier that hindered local villagers and students from commuting. In 2022, the No. 1 "aerial school bus" was put into operation, cutting the travel time from 3.5 hours to 30 minutes. The No. 2 "aerial school bus," with a vertical height of 288 meters, serves as a supplement to ease passenger flow duri